Ages-ph-04-001 [best] Jun 2026

Several private longevity clinics (e.g., Human Longevity Inc., Biolab) have already reached out to the authors to license the algorithm. A simple web-based tool could take 5 minutes of clinical data and output a personalized aging trajectory.

: Limiting arbitrary engineering variations lowers inventory overhead and reduces the overall long-term costs of stocking critical automation components. ages-ph-04-001

: Establishes the expected lifespan of systems, structural tolerances, and minimum operating hour thresholds without required de-energization. Several private longevity clinics (e